Dataset info
| Number of variables | 48 |
|---|---|
| Number of observations | 101763 |
| Missing cells | 4073 (0.1%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 37.3 MiB |
| Average record size in memory | 384.0 B |
Variables types
| Numeric | 14 |
|---|---|
| Categorical | 30 |
| Boolean | 1 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 3 |
| Unsupported | 0 |
Warnings
citoglipton has constant value "No" | Rejected |
diag_1 has a high cardinality: 717 distinct values | Warning |
diag_2 has a high cardinality: 749 distinct values | Warning |
diag_3 has a high cardinality: 790 distinct values | Warning |
diag_3 has 1423 (1.4%) missing values | Missing |
encounter_id is highly correlated with df_index (ρ = 0.9678103131) | Rejected |
examide has constant value "No" | Rejected |
num_procedures has 46652 (45.8%) zeros | Zeros |
number_emergency is highly skewed (γ1 = 22.85527244) | Skewed |
number_emergency has 90380 (88.8%) zeros | Zeros |
number_inpatient has 67627 (66.5%) zeros | Zeros |
number_outpatient has 85024 (83.6%) zeros | Zeros |
race has 2271 (2.2%) missing values | Missing |
a1cresult
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| None | |
|---|---|
| >8 | 8216 |
| Norm | 4990 |
| Value | Count | Frequency (%) | |
| None | 84745 | 83.3% | |
| >8 | 8216 | 8.1% | |
| Norm | 4990 | 4.9% | |
| >7 | 3812 | 3.7% |
| Max length | 4 |
|---|---|
| Mean length | 3.763607598 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
acarbose
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 295 |
| Up | 10 |
| Value | Count | Frequency (%) | |
| No | 101455 | 99.7% | |
| Steady | 295 | 0.3% | |
| Up | 10 | < 0.1% | |
| Down | 3 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.011654531 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
acetohexamide
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 101762 | > 99.9% | |
| Steady | 1 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.000039307 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
admission_source_id
Numeric
| Distinct count | 17 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.75445889 |
|---|---|
| Minimum | 1 |
| Maximum | 25 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 7 |
| Q3 | 7 |
| 95-th percentile | 17 |
| Maximum | 25 |
| Range | 24 |
| Interquartile range | 6 |
Descriptive statistics
| Standard deviation | 4.06410966 |
|---|---|
| Coef of variation | 0.7062540089 |
| Kurtosis | 1.744953515 |
| Mean | 5.75445889 |
| MAD | 2.976668374 |
| Skewness | 1.029942076 |
| Sum | 585591 |
| Variance | 16.51698733 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=17)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 10.5 15.5 18.5 21. 25. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 7 | 57492 | 56.5% | |
| 1 | 29564 | 29.1% | |
| 17 | 6781 | 6.7% | |
| 4 | 3187 | 3.1% | |
| 6 | 2264 | 2.2% | |
| 2 | 1104 | 1.1% | |
| 5 | 855 | 0.8% | |
| 3 | 187 | 0.2% | |
| 20 | 161 | 0.2% | |
| 9 | 125 | 0.1% | |
| Other values (7) | 43 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 29564 | 29.1% | |
| 2 | 1104 | 1.1% | |
| 3 | 187 | 0.2% | |
| 4 | 3187 | 3.1% | |
| 5 | 855 | 0.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 25 | 2 | < 0.1% | |
| 22 | 12 | < 0.1% | |
| 20 | 161 | 0.2% | |
| 17 | 6781 | 6.7% | |
| 14 | 2 | < 0.1% |
admission_type_id
Numeric
| Distinct count | 8 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.024016588 |
|---|---|
| Minimum | 1 |
| Maximum | 8 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.445413768 |
|---|---|
| Coef of variation | 0.7141313846 |
| Kurtosis | 1.942418805 |
| Mean | 2.024016588 |
| MAD | 1.095259261 |
| Skewness | 1.591977215 |
| Sum | 205970 |
| Variance | 2.089220961 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=8)
Histogram with variable size bins (bins=[1. 1.5 3.5 4.5 5.5 6.5 7.5 8. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 53988 | 53.1% | |
| 3 | 18868 | 18.5% | |
| 2 | 18480 | 18.2% | |
| 6 | 5291 | 5.2% | |
| 5 | 4785 | 4.7% | |
| 8 | 320 | 0.3% | |
| 7 | 21 | < 0.1% | |
| 4 | 10 | < 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 53988 | 53.1% | |
| 2 | 18480 | 18.2% | |
| 3 | 18868 | 18.5% | |
| 4 | 10 | < 0.1% | |
| 5 | 4785 | 4.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 8 | 320 | 0.3% | |
| 7 | 21 | < 0.1% | |
| 6 | 5291 | 5.2% | |
| 5 | 4785 | 4.7% | |
| 4 | 10 | < 0.1% |
age
Numeric
| Distinct count | 10 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 65.96685436 |
|---|---|
| Minimum | 5 |
| Maximum | 95 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 55 |
| Median | 65 |
| Q3 | 75 |
| 95-th percentile | 85 |
| Maximum | 95 |
| Range | 90 |
| Interquartile range | 20 |
Descriptive statistics
| Standard deviation | 15.94102208 |
|---|---|
| Coef of variation | 0.2416519968 |
| Kurtosis | 0.2813026283 |
| Mean | 65.96685436 |
| MAD | 12.654119 |
| Skewness | -0.630507472 |
| Sum | 6712985 |
| Variance | 254.1161848 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 75 | 26066 | 25.6% | |
| 65 | 22482 | 22.1% | |
| 55 | 17256 | 17.0% | |
| 85 | 17197 | 16.9% | |
| 45 | 9685 | 9.5% | |
| 35 | 3775 | 3.7% | |
| 95 | 2793 | 2.7% | |
| 25 | 1657 | 1.6% | |
| 15 | 691 | 0.7% | |
| 5 | 161 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 5 | 161 | 0.2% | |
| 15 | 691 | 0.7% | |
| 25 | 1657 | 1.6% | |
| 35 | 3775 | 3.7% | |
| 45 | 9685 | 9.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 95 | 2793 | 2.7% | |
| 85 | 17197 | 16.9% | |
| 75 | 26066 | 25.6% | |
| 65 | 22482 | 22.1% | |
| 55 | 17256 | 17.0% |
change
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Ch |
| Value | Count | Frequency (%) | |
| No | 54754 | 53.8% | |
| Ch | 47009 | 46.2% |
| Max length | 2 |
|---|---|
| Mean length | 2 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
chlorpropamide
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 79 |
| Up | 6 |
| Value | Count | Frequency (%) | |
| No | 101677 | 99.9% | |
| Steady | 79 | 0.1% | |
| Up | 6 | < 0.1% | |
| Down | 1 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.003124908 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
citoglipton
Constant
This variable is constant and should be ignored for analysis
| Constant value | No |
|---|
df_index
Numeric
| Distinct count | 101763 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 50882.14641 |
|---|---|
| Minimum | 0 |
| Maximum | 101765 |
| Zeros (%) | < 0.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5088.1 |
| Q1 | 25440.5 |
| Median | 50882 |
| Q3 | 76323.5 |
| 95-th percentile | 96676.9 |
| Maximum | 101765 |
| Range | 101765 |
| Interquartile range | 50883 |
Descriptive statistics
| Standard deviation | 29377.55192 |
|---|---|
| Coef of variation | 0.5773646357 |
| Kurtosis | -1.1999904 |
| Mean | 50882.14641 |
| MAD | 25441.49596 |
| Skewness | 2.123409245e-05 |
| Sum | 5177919865 |
| Variance | 863040557 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 101765.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 25894 | 1 | < 0.1% | |
| 5416 | 1 | < 0.1% | |
| 7465 | 1 | < 0.1% | |
| 1322 | 1 | < 0.1% | |
| 3371 | 1 | < 0.1% | |
| 13612 | 1 | < 0.1% | |
| 15661 | 1 | < 0.1% | |
| 9518 | 1 | < 0.1% | |
| 11567 | 1 | < 0.1% | |
| Other values (101753) | 101753 | > 99.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 101765 | 1 | < 0.1% | |
| 101764 | 1 | < 0.1% | |
| 101763 | 1 | < 0.1% | |
| 101762 | 1 | < 0.1% | |
| 101761 | 1 | < 0.1% |
diabetesmed
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Yes | |
|---|---|
| No |
| Value | Count | Frequency (%) | |
| Yes | 78361 | 77.0% | |
| No | 23402 | 23.0% |
diag_1
Categorical
| Distinct count | 717 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | < 0.1% |
| Missing (n) | 21 |
| 428 | 6862 |
|---|---|
| 414 | 6580 |
| 786 | 4016 |
| Other values (713) |
| Value | Count | Frequency (%) | |
| 428 | 6862 | 6.7% | |
| 414 | 6580 | 6.5% | |
| 786 | 4016 | 3.9% | |
| 410 | 3614 | 3.6% | |
| 486 | 3508 | 3.4% | |
| 427 | 2766 | 2.7% | |
| 491 | 2275 | 2.2% | |
| 715 | 2151 | 2.1% | |
| 682 | 2042 | 2.0% | |
| 434 | 2028 | 2.0% | |
| Other values (706) | 65900 | 64.8% |
| Max length | 6 |
|---|---|
| Mean length | 3.17563358 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
diag_2
Categorical
| Distinct count | 749 |
|---|---|
| Unique (%) | 0.7% |
| Missing (%) | 0.4% |
| Missing (n) | 358 |
| 276 | 6752 |
|---|---|
| 428 | 6662 |
| 250 | 6071 |
| Other values (745) |
| Value | Count | Frequency (%) | |
| 276 | 6752 | 6.6% | |
| 428 | 6662 | 6.5% | |
| 250 | 6071 | 6.0% | |
| 427 | 5036 | 4.9% | |
| 401 | 3736 | 3.7% | |
| 496 | 3305 | 3.2% | |
| 599 | 3288 | 3.2% | |
| 403 | 2823 | 2.8% | |
| 414 | 2650 | 2.6% | |
| 411 | 2565 | 2.5% | |
| Other values (738) | 58517 | 57.5% |
| Max length | 6 |
|---|---|
| Mean length | 3.173235852 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
diag_3
Categorical
| Distinct count | 790 |
|---|---|
| Unique (%) | 0.8% |
| Missing (%) | 1.4% |
| Missing (n) | 1423 |
| 250 | 11555 |
|---|---|
| 401 | 8288 |
| 276 | 5175 |
| Other values (786) |
| Value | Count | Frequency (%) | |
| 250 | 11555 | 11.4% | |
| 401 | 8288 | 8.1% | |
| 276 | 5175 | 5.1% | |
| 428 | 4577 | 4.5% | |
| 427 | 3955 | 3.9% | |
| 414 | 3664 | 3.6% | |
| 496 | 2605 | 2.6% | |
| 403 | 2357 | 2.3% | |
| 585 | 1992 | 2.0% | |
| 272 | 1969 | 1.9% | |
| Other values (779) | 54203 | 53.3% |
| Max length | 6 |
|---|---|
| Mean length | 3.139618525 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
discharge_disposition_id
Numeric
| Distinct count | 26 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.715515462 |
|---|---|
| Minimum | 1 |
| Maximum | 28 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| Median | 1 |
| Q3 | 4 |
| 95-th percentile | 18 |
| Maximum | 28 |
| Range | 27 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 5.279918511 |
|---|---|
| Coef of variation | 1.421046034 |
| Kurtosis | 6.004127661 |
| Mean | 3.715515462 |
| MAD | 3.48252011 |
| Skewness | 2.563168617 |
| Sum | 378102 |
| Variance | 27.87753948 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=26)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 23.5 24.5 26. 27.5 28. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 60232 | 59.2% | |
| 3 | 13954 | 13.7% | |
| 6 | 12902 | 12.7% | |
| 18 | 3691 | 3.6% | |
| 2 | 2128 | 2.1% | |
| 22 | 1992 | 2.0% | |
| 11 | 1642 | 1.6% | |
| 5 | 1184 | 1.2% | |
| 25 | 989 | 1.0% | |
| 4 | 815 | 0.8% | |
| Other values (16) | 2234 | 2.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 60232 | 59.2% | |
| 2 | 2128 | 2.1% | |
| 3 | 13954 | 13.7% | |
| 4 | 815 | 0.8% | |
| 5 | 1184 | 1.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 28 | 139 | 0.1% | |
| 27 | 5 | < 0.1% | |
| 25 | 989 | 1.0% | |
| 24 | 48 | < 0.1% | |
| 23 | 412 | 0.4% |
encounter_id
Highly correlated
This variable is highly correlated with df_index and should be ignored for analysis
| Correlation | 0.9678103131 |
|---|
examide
Constant
This variable is constant and should be ignored for analysis
| Constant value | No |
|---|
gender
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Female | |
|---|---|
| Male |
| Value | Count | Frequency (%) | |
| Female | 54708 | 53.8% | |
| Male | 47055 | 46.2% |
| Max length | 6 |
|---|---|
| Mean length | 5.075204151 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
glimepiride
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 4670 |
| Up | 327 |
| Value | Count | Frequency (%) | |
| No | 96572 | 94.9% | |
| Steady | 4670 | 4.6% | |
| Up | 327 | 0.3% | |
| Down | 194 | 0.2% |
| Max length | 6 |
|---|---|
| Mean length | 2.187376551 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
glimepiridepioglitazone
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 101762 | > 99.9% | |
| Steady | 1 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.000039307 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
glipizide
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 11355 |
| Up | 770 |
| Value | Count | Frequency (%) | |
| No | 89078 | 87.5% | |
| Steady | 11355 | 11.2% | |
| Up | 770 | 0.8% | |
| Down | 560 | 0.6% |
| Max length | 6 |
|---|---|
| Mean length | 2.457337146 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
glipizidemetformin
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 13 |
| Value | Count | Frequency (%) | |
| No | 101750 | > 99.9% | |
| Steady | 13 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.000510991 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
glyburide
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 9274 |
| Up | 812 |
| Value | Count | Frequency (%) | |
| No | 91113 | 89.5% | |
| Steady | 9274 | 9.1% | |
| Up | 812 | 0.8% | |
| Down | 564 | 0.6% |
| Max length | 6 |
|---|---|
| Mean length | 2.375617857 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
glyburidemetformin
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 692 |
| Up | 8 |
| Value | Count | Frequency (%) | |
| No | 101057 | 99.3% | |
| Steady | 692 | 0.7% | |
| Up | 8 | < 0.1% | |
| Down | 6 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.027318377 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
insulin
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | |
| Down |
| Value | Count | Frequency (%) | |
| No | 47380 | 46.6% | |
| Steady | 30849 | 30.3% | |
| Down | 12218 | 12.0% | |
| Up | 11316 | 11.1% |
| Max length | 6 |
|---|---|
| Mean length | 3.452708745 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
max_glu_serum
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| None | |
|---|---|
| Norm | 2597 |
| >200 | 1485 |
| Value | Count | Frequency (%) | |
| None | 96417 | 94.7% | |
| Norm | 2597 | 2.6% | |
| >200 | 1485 | 1.5% | |
| >300 | 1264 | 1.2% |
| Max length | 4 |
|---|---|
| Mean length | 4 |
| Min length | 4 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
metformin
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | |
| Up | 1067 |
| Value | Count | Frequency (%) | |
| No | 81776 | 80.4% | |
| Steady | 18345 | 18.0% | |
| Up | 1067 | 1.0% | |
| Down | 575 | 0.6% |
| Max length | 6 |
|---|---|
| Mean length | 2.732388 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
metforminpioglitazone
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 1 |
| Value | Count | Frequency (%) | |
| No | 101762 | > 99.9% | |
| Steady | 1 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.000039307 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
metforminrosiglitazone
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 2 |
| Value | Count | Frequency (%) | |
| No | 101761 | > 99.9% | |
| Steady | 2 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.000078614 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
miglitol
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 31 |
| Down | 5 |
| Value | Count | Frequency (%) | |
| No | 101725 | > 99.9% | |
| Steady | 31 | < 0.1% | |
| Down | 5 | < 0.1% | |
| Up | 2 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.001316785 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
nateglinide
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 668 |
| Up | 24 |
| Value | Count | Frequency (%) | |
| No | 101060 | 99.3% | |
| Steady | 668 | 0.7% | |
| Up | 24 | < 0.1% | |
| Down | 11 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.026473276 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
num_lab_procedures
Numeric
| Distinct count | 118 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 43.09590912 |
|---|---|
| Minimum | 1 |
| Maximum | 132 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 31 |
| Median | 44 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 132 |
| Range | 131 |
| Interquartile range | 26 |
Descriptive statistics
| Standard deviation | 19.67422016 |
|---|---|
| Coef of variation | 0.4565217572 |
| Kurtosis | -0.2450422022 |
| Mean | 43.09590912 |
| MAD | 15.57377338 |
| Skewness | -0.2365305843 |
| Sum | 4385569 |
| Variance | 387.0749388 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 ... 95.5 98.5 103.5 113.5 132. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1 | 3208 | 3.2% | |
| 43 | 2804 | 2.8% | |
| 44 | 2496 | 2.5% | |
| 45 | 2376 | 2.3% | |
| 38 | 2212 | 2.2% | |
| 40 | 2201 | 2.2% | |
| 46 | 2189 | 2.2% | |
| 41 | 2117 | 2.1% | |
| 42 | 2113 | 2.1% | |
| 47 | 2106 | 2.1% | |
| Other values (108) | 77941 | 76.6% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 3208 | 3.2% | |
| 2 | 1101 | 1.1% | |
| 3 | 668 | 0.7% | |
| 4 | 378 | 0.4% | |
| 5 | 285 | 0.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 132 | 1 | < 0.1% | |
| 129 | 1 | < 0.1% | |
| 126 | 1 | < 0.1% | |
| 121 | 1 | < 0.1% | |
| 120 | 1 | < 0.1% |
num_medications
Numeric
| Distinct count | 75 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 16.02183505 |
|---|---|
| Minimum | 1 |
| Maximum | 81 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 10 |
| Median | 15 |
| Q3 | 20 |
| 95-th percentile | 31 |
| Maximum | 81 |
| Range | 80 |
| Interquartile range | 10 |
Descriptive statistics
| Standard deviation | 8.127588707 |
|---|---|
| Coef of variation | 0.5072820112 |
| Kurtosis | 3.46825301 |
| Mean | 16.02183505 |
| MAD | 6.108464171 |
| Skewness | 1.326715874 |
| Sum | 1630430 |
| Variance | 66.05769818 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 1. 2.5 3.5 4.5 5.5 ... 52.5 58.5 63.5 69.5 81. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 13 | 6086 | 6.0% | |
| 12 | 6004 | 5.9% | |
| 11 | 5795 | 5.7% | |
| 15 | 5792 | 5.7% | |
| 14 | 5707 | 5.6% | |
| 16 | 5430 | 5.3% | |
| 10 | 5346 | 5.3% | |
| 17 | 4919 | 4.8% | |
| 9 | 4913 | 4.8% | |
| 18 | 4523 | 4.4% | |
| Other values (65) | 47248 | 46.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 262 | 0.3% | |
| 2 | 470 | 0.5% | |
| 3 | 900 | 0.9% | |
| 4 | 1417 | 1.4% | |
| 5 | 2017 | 2.0% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 81 | 1 | < 0.1% | |
| 79 | 1 | < 0.1% | |
| 75 | 2 | < 0.1% | |
| 74 | 1 | < 0.1% | |
| 72 | 3 | < 0.1% |
num_procedures
Numeric
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.339691243 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros (%) | 45.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range | 2 |
Descriptive statistics
| Standard deviation | 1.705791944 |
|---|---|
| Coef of variation | 1.273272444 |
| Kurtosis | 0.8572721945 |
| Mean | 1.339691243 |
| MAD | 1.366799563 |
| Skewness | 1.316459598 |
| Sum | 136331 |
| Variance | 2.909726156 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) | |
| 0 | 46652 | 45.8% | |
| 1 | 20741 | 20.4% | |
| 2 | 12716 | 12.5% | |
| 3 | 9443 | 9.3% | |
| 6 | 4954 | 4.9% | |
| 4 | 4180 | 4.1% | |
| 5 | 3077 | 3.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 46652 | 45.8% | |
| 1 | 20741 | 20.4% | |
| 2 | 12716 | 12.5% | |
| 3 | 9443 | 9.3% | |
| 4 | 4180 | 4.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 6 | 4954 | 4.9% | |
| 5 | 3077 | 3.0% | |
| 4 | 4180 | 4.1% | |
| 3 | 9443 | 9.3% | |
| 2 | 12716 | 12.5% |
number_diagnoses
Numeric
| Distinct count | 16 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 7.422648703 |
|---|---|
| Minimum | 1 |
| Maximum | 16 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 6 |
| Median | 8 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 1.933577643 |
|---|---|
| Coef of variation | 0.2604969897 |
| Kurtosis | -0.07888290487 |
| Mean | 7.422648703 |
| MAD | 1.668324587 |
| Skewness | -0.876799273 |
| Sum | 755351 |
| Variance | 3.738722502 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=16)
Histogram with variable size bins (bins=[ 1. 1.5 2.5 3.5 4.5 5.5 8.5 9.5 15.5 16. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 9 | 49473 | 48.6% | |
| 5 | 11392 | 11.2% | |
| 8 | 10616 | 10.4% | |
| 7 | 10393 | 10.2% | |
| 6 | 10161 | 10.0% | |
| 4 | 5536 | 5.4% | |
| 3 | 2835 | 2.8% | |
| 2 | 1023 | 1.0% | |
| 1 | 219 | 0.2% | |
| 16 | 45 | < 0.1% | |
| Other values (6) | 70 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 219 | 0.2% | |
| 2 | 1023 | 1.0% | |
| 3 | 2835 | 2.8% | |
| 4 | 5536 | 5.4% | |
| 5 | 11392 | 11.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 16 | 45 | < 0.1% | |
| 15 | 10 | < 0.1% | |
| 14 | 7 | < 0.1% | |
| 13 | 16 | < 0.1% | |
| 12 | 9 | < 0.1% |
number_emergency
Numeric
| Distinct count | 33 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.1978420448 |
|---|---|
| Minimum | 0 |
| Maximum | 76 |
| Zeros (%) | 88.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 76 |
| Range | 76 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.9304853637 |
|---|---|
| Coef of variation | 4.703173003 |
| Kurtosis | 1191.65412 |
| Mean | 0.1978420448 |
| MAD | 0.3514236806 |
| Skewness | 22.85527244 |
| Sum | 20133 |
| Variance | 0.8658030121 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=33)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 7.5 11.5 13.5 23. 76. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 90380 | 88.8% | |
| 1 | 7677 | 7.5% | |
| 2 | 2042 | 2.0% | |
| 3 | 725 | 0.7% | |
| 4 | 374 | 0.4% | |
| 5 | 192 | 0.2% | |
| 6 | 94 | 0.1% | |
| 7 | 73 | 0.1% | |
| 8 | 50 | < 0.1% | |
| 10 | 34 | < 0.1% | |
| Other values (23) | 122 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 90380 | 88.8% | |
| 1 | 7677 | 7.5% | |
| 2 | 2042 | 2.0% | |
| 3 | 725 | 0.7% | |
| 4 | 374 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 76 | 1 | < 0.1% | |
| 64 | 1 | < 0.1% | |
| 63 | 1 | < 0.1% | |
| 54 | 1 | < 0.1% | |
| 46 | 1 | < 0.1% |
number_inpatient
Numeric
| Distinct count | 21 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.6355846427 |
|---|---|
| Minimum | 0 |
| Maximum | 21 |
| Zeros (%) | 66.5% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 1.26287719 |
|---|---|
| Coef of variation | 1.986953594 |
| Kurtosis | 20.71883558 |
| Mean | 0.6355846427 |
| MAD | 0.8447605247 |
| Skewness | 3.614085449 |
| Sum | 64679 |
| Variance | 1.594858797 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=21)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 9.5 11.5 13.5 16.5 21. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 67627 | 66.5% | |
| 1 | 19521 | 19.2% | |
| 2 | 7566 | 7.4% | |
| 3 | 3411 | 3.4% | |
| 4 | 1622 | 1.6% | |
| 5 | 812 | 0.8% | |
| 6 | 480 | 0.5% | |
| 7 | 268 | 0.3% | |
| 8 | 151 | 0.1% | |
| 9 | 111 | 0.1% | |
| Other values (11) | 194 | 0.2% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 67627 | 66.5% | |
| 1 | 19521 | 19.2% | |
| 2 | 7566 | 7.4% | |
| 3 | 3411 | 3.4% | |
| 4 | 1622 | 1.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 21 | 1 | < 0.1% | |
| 19 | 2 | < 0.1% | |
| 18 | 1 | < 0.1% | |
| 17 | 1 | < 0.1% | |
| 16 | 6 | < 0.1% |
number_outpatient
Numeric
| Distinct count | 39 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.3693680414 |
|---|---|
| Minimum | 0 |
| Maximum | 42 |
| Zeros (%) | 83.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1.267282189 |
|---|---|
| Coef of variation | 3.430947043 |
| Kurtosis | 147.9037399 |
| Mean | 0.3693680414 |
| MAD | 0.6172213546 |
| Skewness | 8.832836868 |
| Sum | 37588 |
| Variance | 1.606004148 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=39)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 9.5 11.5 16.5 22.5 42. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 85024 | 83.6% | |
| 1 | 8547 | 8.4% | |
| 2 | 3594 | 3.5% | |
| 3 | 2042 | 2.0% | |
| 4 | 1099 | 1.1% | |
| 5 | 533 | 0.5% | |
| 6 | 303 | 0.3% | |
| 7 | 155 | 0.2% | |
| 8 | 98 | 0.1% | |
| 9 | 83 | 0.1% | |
| Other values (29) | 285 | 0.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 85024 | 83.6% | |
| 1 | 8547 | 8.4% | |
| 2 | 3594 | 3.5% | |
| 3 | 2042 | 2.0% | |
| 4 | 1099 | 1.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 42 | 1 | < 0.1% | |
| 40 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 38 | 1 | < 0.1% | |
| 37 | 1 | < 0.1% |
patient_nbr
Numeric
| Distinct count | 71515 |
|---|---|
| Unique (%) | 70.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 54329650.44 |
|---|---|
| Minimum | 135 |
| Maximum | 189502619 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 135 |
|---|---|
| 5-th percentile | 1456881.3 |
| Q1 | 23412964.5 |
| Median | 45500490 |
| Q3 | 87545713.5 |
| 95-th percentile | 111480656.4 |
| Maximum | 189502619 |
| Range | 189502484 |
| Interquartile range | 64132749 |
Descriptive statistics
| Standard deviation | 38696580.05 |
|---|---|
| Coef of variation | 0.7122552738 |
| Kurtosis | -0.3473394699 |
| Mean | 54329650.44 |
| MAD | 33216970.16 |
| Skewness | 0.4713254916 |
| Sum | 5.528748217e+12 |
| Variance | 1.497425307e+15 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.35000000e+02 1.30230000e+04 1.30815000e+04 1.03099500e+05 1.03167000e+05 ... 1.75829585e+08 1.80315072e+08 1.81693846e+08 1.84553753e+08 1.89502619e+08], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 88785891 | 40 | < 0.1% | |
| 43140906 | 28 | < 0.1% | |
| 88227540 | 23 | < 0.1% | |
| 1660293 | 23 | < 0.1% | |
| 23199021 | 23 | < 0.1% | |
| 84428613 | 22 | < 0.1% | |
| 23643405 | 22 | < 0.1% | |
| 92709351 | 21 | < 0.1% | |
| 23398488 | 20 | < 0.1% | |
| 89472402 | 20 | < 0.1% | |
| Other values (71505) | 101521 | 99.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 135 | 2 | < 0.1% | |
| 378 | 1 | < 0.1% | |
| 729 | 1 | < 0.1% | |
| 774 | 1 | < 0.1% | |
| 927 | 1 | < 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 189502619 | 1 | < 0.1% | |
| 189481478 | 1 | < 0.1% | |
| 189445127 | 1 | < 0.1% | |
| 189365864 | 1 | < 0.1% | |
| 189351095 | 1 | < 0.1% |
pioglitazone
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 6975 |
| Up | 234 |
| Value | Count | Frequency (%) | |
| No | 94436 | 92.8% | |
| Steady | 6975 | 6.9% | |
| Up | 234 | 0.2% | |
| Down | 118 | 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.27648556 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
race
Categorical
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 2.2% |
| Missing (n) | 2271 |
| Caucasian | |
|---|---|
| AfricanAmerican | |
| Hispanic | 2037 |
| Other values (2) | 2146 |
| (Missing) | 2271 |
| Value | Count | Frequency (%) | |
| Caucasian | 76099 | 74.8% | |
| AfricanAmerican | 19210 | 18.9% | |
| Hispanic | 2037 | 2.0% | |
| Other | 1505 | 1.5% | |
| Asian | 641 | 0.6% | |
| (Missing) | 2271 | 2.2% |
| Max length | 15 |
|---|---|
| Mean length | 9.894362391 |
| Min length | 3 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
readmitted
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| NO | |
|---|---|
| >30 | |
| <30 |
| Value | Count | Frequency (%) | |
| NO | 54861 | 53.9% | |
| >30 | 35545 | 34.9% | |
| <30 | 11357 | 11.2% |
| Max length | 3 |
|---|---|
| Mean length | 2.460894431 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | True |
repaglinide
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 1384 |
| Up | 110 |
| Value | Count | Frequency (%) | |
| No | 100224 | 98.5% | |
| Steady | 1384 | 1.4% | |
| Up | 110 | 0.1% | |
| Down | 45 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.05528532 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
rosiglitazone
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 6099 |
| Up | 178 |
| Value | Count | Frequency (%) | |
| No | 95399 | 93.7% | |
| Steady | 6099 | 6.0% | |
| Up | 178 | 0.2% | |
| Down | 87 | 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.241443354 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
time_in_hospital
Numeric
| Distinct count | 14 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.396018199 |
|---|---|
| Minimum | 1 |
| Maximum | 14 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 2.985092424 |
|---|---|
| Coef of variation | 0.679044601 |
| Kurtosis | 0.8503421103 |
| Mean | 4.396018199 |
| MAD | 2.35477941 |
| Skewness | 1.134029798 |
| Sum | 447352 |
| Variance | 8.910776779 |
| Memory size | 795.1 KiB |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) | |
| 3 | 17756 | 17.4% | |
| 2 | 17224 | 16.9% | |
| 1 | 14206 | 14.0% | |
| 4 | 13924 | 13.7% | |
| 5 | 9966 | 9.8% | |
| 6 | 7539 | 7.4% | |
| 7 | 5859 | 5.8% | |
| 8 | 4390 | 4.3% | |
| 9 | 3002 | 2.9% | |
| 10 | 2342 | 2.3% | |
| Other values (4) | 5555 | 5.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 14206 | 14.0% | |
| 2 | 17224 | 16.9% | |
| 3 | 17756 | 17.4% | |
| 4 | 13924 | 13.7% | |
| 5 | 9966 | 9.8% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 14 | 1042 | 1.0% | |
| 13 | 1210 | 1.2% | |
| 12 | 1448 | 1.4% | |
| 11 | 1855 | 1.8% | |
| 10 | 2342 | 2.3% |
tolazamide
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 38 |
| Up | 1 |
| Value | Count | Frequency (%) | |
| No | 101724 | > 99.9% | |
| Steady | 38 | < 0.1% | |
| Up | 1 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.001493667 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
tolbutamide
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 23 |
| Value | Count | Frequency (%) | |
| No | 101740 | > 99.9% | |
| Steady | 23 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.000904061 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
troglitazone
Categorical
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| No | |
|---|---|
| Steady | 3 |
| Value | Count | Frequency (%) | |
| No | 101760 | > 99.9% | |
| Steady | 3 | < 0.1% |
| Max length | 6 |
|---|---|
| Mean length | 2.000117921 |
| Min length | 2 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
First rows
| a1cresult | acarbose | acetohexamide | admission_source_id | admission_type_id | age | change | chlorpropamide | citoglipton | df_index | diabetesmed | diag_1 | diag_2 | diag_3 | discharge_disposition_id | encounter_id | examide | gender | glimepiride | glimepiridepioglitazone | glipizide | glipizidemetformin | glyburide | glyburidemetformin | insulin | max_glu_serum | metformin | metforminpioglitazone | metforminrosiglitazone | miglitol | nateglinide | num_lab_procedures | num_medications | num_procedures | number_diagnoses | number_emergency | number_inpatient | number_outpatient | patient_nbr | pioglitazone | race | readmitted | repaglinide | rosiglitazone | time_in_hospital | tolazamide | tolbutamide | troglitazone | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | None | No | No | 1 | 6 | 5 | No | No | No | 0 | No | 250.83 | NaN | NaN | 25 | 2278392 | No | Female | No | No | No | No | No | No | No | None | No | No | No | No | No | 41 | 1 | 0 | 1 | 0 | 0 | 0 | 8222157 | No | Caucasian | NO | No | No | 1 | No | No | No |
| 1 | None | No | No | 7 | 1 | 15 | Ch | No | No | 1 | Yes | 276 | 250.01 | 255 | 1 | 149190 | No | Female | No | No | No | No | No | No | Up | None | No | No | No | No | No | 59 | 18 | 0 | 9 | 0 | 0 | 0 | 55629189 | No | Caucasian | >30 | No | No | 3 | No | No | No |
| 2 | None | No | No | 7 | 1 | 25 | No | No | No | 2 | Yes | 648 | 250 | V27 | 1 | 64410 | No | Female | No | No | Steady | No | No | No | No | None | No | No | No | No | No | 11 | 13 | 5 | 6 | 0 | 1 | 2 | 86047875 | No | AfricanAmerican | NO | No | No | 2 | No | No | No |
| 3 | None | No | No | 7 | 1 | 35 | Ch | No | No | 3 | Yes | 8 | 250.43 | 403 | 1 | 500364 | No | Male | No | No | No | No | No | No | Up | None | No | No | No | No | No | 44 | 16 | 1 | 7 | 0 | 0 | 0 | 82442376 | No | Caucasian | NO | No | No | 2 | No | No | No |
| 4 | None | No | No | 7 | 1 | 45 | Ch | No | No | 4 | Yes | 197 | 157 | 250 | 1 | 16680 | No | Male | No | No | Steady | No | No | No | Steady | None | No | No | No | No | No | 51 | 8 | 0 | 5 | 0 | 0 | 0 | 42519267 | No | Caucasian | NO | No | No | 1 | No | No | No |
| 5 | None | No | No | 2 | 2 | 55 | No | No | No | 5 | Yes | 414 | 411 | 250 | 1 | 35754 | No | Male | No | No | No | No | No | No | Steady | None | No | No | No | No | No | 31 | 16 | 6 | 9 | 0 | 0 | 0 | 82637451 | No | Caucasian | >30 | No | No | 3 | No | No | No |
| 6 | None | No | No | 2 | 3 | 65 | Ch | No | No | 6 | Yes | 414 | 411 | V45 | 1 | 55842 | No | Male | Steady | No | No | No | No | No | Steady | None | Steady | No | No | No | No | 70 | 21 | 1 | 7 | 0 | 0 | 0 | 84259809 | No | Caucasian | NO | No | No | 4 | No | No | No |
| 7 | None | No | No | 7 | 1 | 75 | No | No | No | 7 | Yes | 428 | 492 | 250 | 1 | 63768 | No | Male | No | No | No | No | Steady | No | No | None | No | No | No | No | No | 73 | 12 | 0 | 8 | 0 | 0 | 0 | 114882984 | No | Caucasian | >30 | No | No | 5 | No | No | No |
| 8 | None | No | No | 4 | 2 | 85 | Ch | No | No | 8 | Yes | 398 | 427 | 38 | 1 | 12522 | No | Female | No | No | Steady | No | No | No | Steady | None | No | No | No | No | No | 68 | 28 | 2 | 8 | 0 | 0 | 0 | 48330783 | No | Caucasian | NO | No | No | 13 | No | No | No |
| 9 | None | No | No | 4 | 3 | 95 | Ch | No | No | 9 | Yes | 434 | 198 | 486 | 3 | 15738 | No | Female | No | No | No | No | No | No | Steady | None | No | No | No | No | No | 33 | 18 | 3 | 8 | 0 | 0 | 0 | 63555939 | No | Caucasian | NO | No | Steady | 12 | No | No | No |
Last rows
| a1cresult | acarbose | acetohexamide | admission_source_id | admission_type_id | age | change | chlorpropamide | citoglipton | df_index | diabetesmed | diag_1 | diag_2 | diag_3 | discharge_disposition_id | encounter_id | examide | gender | glimepiride | glimepiridepioglitazone | glipizide | glipizidemetformin | glyburide | glyburidemetformin | insulin | max_glu_serum | metformin | metforminpioglitazone | metforminrosiglitazone | miglitol | nateglinide | num_lab_procedures | num_medications | num_procedures | number_diagnoses | number_emergency | number_inpatient | number_outpatient | patient_nbr | pioglitazone | race | readmitted | repaglinide | rosiglitazone | time_in_hospital | tolazamide | tolbutamide | troglitazone | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 101753 | None | No | No | 7 | 1 | 65 | No | No | No | 101756 | Yes | 996 | 585 | 403 | 1 | 443842070 | No | Female | No | No | No | No | No | No | Steady | None | No | No | No | No | No | 46 | 17 | 6 | 9 | 1 | 1 | 1 | 140199494 | No | Other | >30 | No | No | 2 | No | No | No |
| 101754 | None | No | No | 7 | 1 | 75 | No | No | No | 101757 | Yes | 491 | 518 | 511 | 1 | 443842136 | No | Female | No | No | No | No | No | No | Steady | None | No | No | No | No | No | 21 | 16 | 1 | 9 | 0 | 1 | 0 | 181593374 | No | Caucasian | NO | No | No | 5 | No | No | No |
| 101755 | None | No | No | 7 | 1 | 85 | Ch | No | No | 101758 | Yes | 292 | 8 | 304 | 1 | 443842340 | No | Female | No | No | No | No | No | No | Up | None | No | No | No | No | No | 76 | 22 | 1 | 9 | 1 | 0 | 0 | 120975314 | No | Caucasian | NO | No | No | 5 | No | No | No |
| 101756 | None | No | No | 7 | 1 | 85 | Ch | No | No | 101759 | Yes | 435 | 784 | 250 | 1 | 443842778 | No | Male | No | No | No | No | No | No | Up | None | No | No | No | No | No | 1 | 15 | 0 | 7 | 0 | 0 | 3 | 86472243 | No | Caucasian | NO | No | No | 1 | No | No | No |
| 101757 | None | No | No | 7 | 1 | 65 | Ch | No | No | 101760 | Yes | 345 | 438 | 412 | 1 | 443847176 | No | Female | No | No | No | No | No | No | Down | None | No | No | No | No | No | 45 | 25 | 1 | 9 | 1 | 2 | 3 | 50375628 | No | AfricanAmerican | >30 | No | Steady | 6 | No | No | No |
| 101758 | >8 | No | No | 7 | 1 | 75 | Ch | No | No | 101761 | Yes | 250.13 | 291 | 458 | 3 | 443847548 | No | Male | No | No | No | No | No | No | Down | None | Steady | No | No | No | No | 51 | 16 | 0 | 9 | 0 | 0 | 0 | 100162476 | No | AfricanAmerican | >30 | No | No | 3 | No | No | No |
| 101759 | None | No | No | 5 | 1 | 85 | No | No | No | 101762 | Yes | 560 | 276 | 787 | 4 | 443847782 | No | Female | No | No | No | No | No | No | Steady | None | No | No | No | No | No | 33 | 18 | 3 | 9 | 0 | 1 | 0 | 74694222 | No | AfricanAmerican | NO | No | No | 5 | No | No | No |
| 101760 | None | No | No | 7 | 1 | 75 | Ch | No | No | 101763 | Yes | 38 | 590 | 296 | 1 | 443854148 | No | Male | No | No | No | No | No | No | Down | None | Steady | No | No | No | No | 53 | 9 | 0 | 13 | 0 | 0 | 1 | 41088789 | No | Caucasian | NO | No | No | 1 | No | No | No |
| 101761 | None | No | No | 7 | 2 | 85 | Ch | No | No | 101764 | Yes | 996 | 285 | 998 | 3 | 443857166 | No | Female | No | No | Steady | No | No | No | Up | None | No | No | No | No | No | 45 | 21 | 2 | 9 | 0 | 1 | 0 | 31693671 | Steady | Caucasian | NO | No | No | 10 | No | No | No |
| 101762 | None | No | No | 7 | 1 | 75 | No | No | No | 101765 | No | 530 | 530 | 787 | 1 | 443867222 | No | Male | No | No | No | No | No | No | No | None | No | No | No | No | No | 13 | 3 | 3 | 9 | 0 | 0 | 0 | 175429310 | No | Caucasian | NO | No | No | 6 | No | No | No |